{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import json\n",
    "import math\n",
    "import shutil\n",
    "from pathlib import Path\n",
    "\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas\n",
    "\n",
    "import torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可视化函数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_logs(log_path, vis_keys, cols_per_row=6):\n",
    "    with open(log_path, 'r', encoding='utf-8') as f:\n",
    "        data_txt = f.readlines()\n",
    "        data_json = [json.loads(d) for d in data_txt]\n",
    "    epoches = []\n",
    "    data_vis = {k: [] for k in vis_keys}\n",
    "    for d in data_json:\n",
    "        epoches.append(d[\"epoch\"])\n",
    "        for k in vis_keys:\n",
    "            data_vis[k].append(d[k])\n",
    "    \n",
    "    print(f\"current epoch is {epoches[-1]}\")\n",
    "    num_keys = len(vis_keys)\n",
    "    rows = math.ceil(num_keys / cols_per_row)\n",
    "    fig = plt.figure(figsize=(22, 5*rows))\n",
    "    for i in range(num_keys):\n",
    "        ax = fig.add_subplot(rows, cols_per_row, i+1)\n",
    "        ax.plot(epoches, data_vis[vis_keys[i]])\n",
    "        ax.set_title(vis_keys[i]+\":\"+str(round(data_vis[vis_keys[i]][-1], 5))+\"\\n maxValue=\" + str(round(max(data_vis[vis_keys[i]]), 5)))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 可视化结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current epoch is 59\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2200x1000 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 原始的QPIC，唯一的改动：混合精度训练\n",
    "log_file_path = Path(\"work_dirs\", \"220329_src_version/log.txt\")\n",
    "keys = [\"test_mAP\", \"test_mAP rare\", \"test_mAP non-rare\", \"test_mean max recall\", \"train_lr\", \"train_obj_class_error\", \"train_loss\"]\n",
    "display_logs(log_file_path, keys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current epoch is 44\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2200x1000 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. human/object使用不同的query\n",
    "# 2. interaction使用 hs_human + hs_object 的混合特征进行预测\n",
    "log_file_path = os.path.join(\"work_dirs\", \"220329_modify_query/log.txt\")\n",
    "keys = [\"test_mAP\", \"test_mAP rare\", \"test_mAP non-rare\", \"test_mean max recall\", \"train_lr\", \"train_obj_class_error\", \"train_loss\"]\n",
    "display_logs(log_file_path, keys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current epoch is 59\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2200x1000 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 原始的QPIC，唯一的改动：混合精度训练\n",
    "log_file_path = os.path.join(\"work_dirs\", \"220330_cross_atten/log.txt\")\n",
    "keys = [\"test_mAP\", \"test_mAP rare\", \"test_mAP non-rare\", \"test_mean max recall\", \"train_lr\", \"train_obj_class_error\", \"train_loss\"]\n",
    "display_logs(log_file_path, keys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "38f443894cbf4c2cddb58b732c3b4e7508fc231757deffdef287f529fc087b9a"
  },
  "kernelspec": {
   "display_name": "mmdet2",
   "language": "python",
   "name": "mmdet2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
